Profile Report of Test Data

Dataset statistics

Number of variables	15
Number of observations	501
Missing cells	655
Missing cells (%)	8.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	58.8 KiB
Average record size in memory	120.3 B

Variable types

NUM	10
CAT	4
UNSUPPORTED	1

Reproduction

Analysis started	2020-09-12 13:59:06.400442
Analysis finished	2020-09-12 14:00:05.318149
Duration	58.92 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`City` has a high cardinality: 497 distinct values	High cardinality
`Female Population` is highly correlated with `Population [2011]`	High correlation
`Population [2011]` is highly correlated with `Female Population`	High correlation
`Population [2011]` has 6 (1.2%) missing values	Missing
`Popuation [2001]` has 501 (100.0%) missing values	Missing
`Median Age` has 13 (2.6%) missing values	Missing
`Avg Temp` has 14 (2.8%) missing values	Missing
`SWM` has 9 (1.8%) missing values	Missing
`Toilets Avl` has 22 (4.4%) missing values	Missing
`Water Purity` has 19 (3.8%) missing values	Missing
`H Index` has 15 (3.0%) missing values	Missing
`Female Population` has 15 (3.0%) missing values	Missing
`# of hospitals` has 17 (3.4%) missing values	Missing
`Foreign Visitors` has 17 (3.4%) missing values	Missing
`City` is uniformly distributed	Uniform
`Popuation [2001]` is an unsupported type, check if it needs cleaning or further analysis	Unsupported

City
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count	497
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Memory size	3.9 KiB

Pratapgarh	2
Narsinghgarh	2
Sumerpur	2
Shahpura	2
Warhapur	1
Other values (492)	492

Common Values
Length

Value	Count	Frequency (%)
Pratapgarh	2	0.4%
Narsinghgarh	2	0.4%
Sumerpur	2	0.4%
Shahpura	2	0.4%
Warhapur	1	0.2%
Doiwala	1	0.2%
Nandaprayag	1	0.2%
Shikaripur	1	0.2%
Pavagada	1	0.2%
Dharchula	1	0.2%
Other values (487)	487	97.2%

Length

Max length	24
Median length	8
Mean length	8.546906188
Min length	3

State
Categorical

Distinct count	29
Unique (%)	5.8%
Missing	0
Missing (%)	0.0%
Memory size	3.9 KiB

Uttar Pradesh	56
Maharashtra	51
Uttarakhand	51
Tamil Nadu	51
Rajasthan	48
Other values (24)	244

Common Values
Length

Value	Count	Frequency (%)
Uttar Pradesh	56	11.2%
Maharashtra	51	10.2%
Uttarakhand	51	10.2%
Tamil Nadu	51	10.2%
Rajasthan	48	9.6%
Karnataka	38	7.6%
Madhya Pradesh	37	7.4%
Gujarat	22	4.4%
Bihar	22	4.4%
Kerala	18	3.6%
Other values (19)	107	21.4%

Length

Max length	22
Median length	10
Mean length	10.04191617
Min length	5

Type
Categorical

Distinct count	32
Unique (%)	6.4%
Missing	2
Missing (%)	0.4%
Memory size	3.9 KiB

M	119
N.P	86
M.Cl	61
T.P	42
C.T	41
Other values (27)	150

Common Values
Length

Value	Count	Frequency (%)
M	119	23.8%
N.P	86	17.2%
M.Cl	61	12.2%
T.P	42	8.4%
C.T	41	8.2%
T.M.C	22	4.4%
N.P.P	19	3.8%
N.A	19	3.8%
M.B	16	3.2%
UA	8	1.6%
Other values (22)	66	13.2%

Length

Max length	6
Median length	3
Mean length	2.932135729
Min length	1

Population [2011]
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	486
Unique (%)	98.2%
Missing	6
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%

Mean	24747.468686868688
Minimum	110.0
Maximum	36774.0
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	110
5-th percentile	7577.7
Q1	21435
median	25199
Q3	30763
95-th percentile	35414.3
Maximum	36774
Range	36664
Interquartile range (IQR)	9328

Descriptive statistics

Standard deviation	7813.0675
Coefficient of variation (CV)	0.3157117845
Kurtosis	0.7106377163
Mean	24747.46869
Median Absolute Deviation (MAD)	4344
Skewness	-0.9115545052
Sum	12249997
Variance	61044023.76

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
23234	3	0.6%
23456	2	0.4%
27815	2	0.4%
22781	2	0.4%
22516	2	0.4%
21643	2	0.4%
6309	2	0.4%
23331	2	0.4%
36172	1	0.2%
26521	1	0.2%
Other values (476)	476	95.0%
(Missing)	6	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
110	1	0.2%
612	1	0.2%
1517	1	0.2%
1641	1	0.2%
2152	1	0.2%

Value	Count	Frequency (%)
36774	1	0.2%
36754	1	0.2%
36732	1	0.2%
36706	1	0.2%
36669	1	0.2%

Popuation [2001]
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	501
Missing (%)	100.0%
Memory size	4.0 KiB

Sex Ratio
Real number (ℝ_≥0)

Distinct count	145
Unique (%)	29.2%
Missing	5
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%

Mean	895.508064516129
Minimum	774.0
Maximum	991.0
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	774
5-th percentile	839.5
Q1	867.75
median	890.5
Q3	922
95-th percentile	963
Maximum	991
Range	217
Interquartile range (IQR)	54.25

Descriptive statistics

Standard deviation	38.46415011
Coefficient of variation (CV)	0.0429523213
Kurtosis	-0.5558492085
Mean	895.5080645
Median Absolute Deviation (MAD)	27.5
Skewness	0.2749158367
Sum	444172
Variance	1479.490844

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
869	10	2.0%
910	10	2.0%
868	9	1.8%
875	9	1.8%
874	8	1.6%
870	8	1.6%
919	8	1.6%
877	7	1.4%
876	7	1.4%
863	7	1.4%
Other values (135)	413	82.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
774	1	0.2%
823	1	0.2%
827	1	0.2%
831	5	1.0%
832	1	0.2%

Value	Count	Frequency (%)
991	1	0.2%
986	1	0.2%
985	1	0.2%
983	1	0.2%
982	1	0.2%

Median Age
Real number (ℝ_≥0)

MISSING

Distinct count	10
Unique (%)	2.0%
Missing	13
Missing (%)	2.6%
Infinite	0
Infinite (%)	0.0%

Mean	26.12090163934426
Minimum	23.0
Maximum	32.0
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	23
5-th percentile	23
Q1	24
median	26
Q3	28
95-th percentile	29
Maximum	32
Range	9
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.145558807
Coefficient of variation (CV)	0.08213953854
Kurtosis	-0.8697617891
Mean	26.12090164
Median Absolute Deviation (MAD)	2
Skewness	0.2156424531
Sum	12747
Variance	4.603422594

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
24	75	15.0%
29	74	14.8%
25	71	14.2%
26	70	14.0%
28	68	13.6%
23	64	12.8%
27	54	10.8%
30	5	1.0%
32	5	1.0%
31	2	0.4%
(Missing)	13	2.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
23	64	12.8%
24	75	15.0%
25	71	14.2%
26	70	14.0%
27	54	10.8%

Value	Count	Frequency (%)
32	5	1.0%
31	2	0.4%
30	5	1.0%
29	74	14.8%
28	68	13.6%

Avg Temp
Real number (ℝ_≥0)

MISSING

Distinct count	27
Unique (%)	5.5%
Missing	14
Missing (%)	2.8%
Infinite	0
Infinite (%)	0.0%

Mean	29.100616016427104
Minimum	5.0
Maximum	40.0
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	5
5-th percentile	9
Q1	26
median	31
Q3	36
95-th percentile	39
Maximum	40
Range	35
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	9.295787556
Coefficient of variation (CV)	0.3194361092
Kurtosis	0.3458727314
Mean	29.10061602
Median Absolute Deviation (MAD)	5
Skewness	-1.139441722
Sum	14172
Variance	86.41166629

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
35	38	7.6%
34	37	7.4%
38	32	6.4%
26	30	6.0%
39	30	6.0%
25	25	5.0%
37	25	5.0%
31	23	4.6%
28	23	4.6%
29	22	4.4%
Other values (17)	202	40.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	7	1.4%
6	3	0.6%
7	5	1.0%
8	9	1.8%
9	6	1.2%

Value	Count	Frequency (%)
40	20	4.0%
39	30	6.0%
38	32	6.4%
37	25	5.0%
36	19	3.8%

SWM
Categorical

MISSING

Distinct count	3
Unique (%)	0.6%
Missing	9
Missing (%)	1.8%
Memory size	3.9 KiB

LOW	179
HIGH	158
MEDIUM	155

Common Values
Length

Value	Count	Frequency (%)
LOW	179	35.7%
HIGH	158	31.5%
MEDIUM	155	30.9%
(Missing)	9	1.8%

Length

Max length	6
Median length	4
Mean length	4.243512974
Min length	3

Toilets Avl
Real number (ℝ_≥0)

MISSING

Distinct count	62
Unique (%)	12.9%
Missing	22
Missing (%)	4.4%
Infinite	0
Infinite (%)	0.0%

Mean	72.2776617954071
Minimum	10.0
Maximum	100.0
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	10
5-th percentile	18.9
Q1	61
median	74
Q3	90
95-th percentile	98
Maximum	100
Range	90
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	20.79900178
Coefficient of variation (CV)	0.2877652826
Kurtosis	1.131275088
Mean	72.2776618
Median Absolute Deviation (MAD)	15
Skewness	-1.039213286
Sum	34621
Variance	432.5984749

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
69	17	3.4%
97	16	3.2%
92	15	3.0%
94	15	3.0%
96	13	2.6%
71	13	2.6%
50	12	2.4%
95	12	2.4%
80	12	2.4%
57	12	2.4%
Other values (52)	342	68.3%
(Missing)	22	4.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10	2	0.4%
11	2	0.4%
12	4	0.8%
13	1	0.2%
14	3	0.6%

Value	Count	Frequency (%)
100	9	1.8%
99	9	1.8%
98	7	1.4%
97	16	3.2%
96	13	2.6%

Water Purity
Real number (ℝ_≥0)

MISSING

Distinct count	99
Unique (%)	20.5%
Missing	19
Missing (%)	3.8%
Infinite	0
Infinite (%)	0.0%

Mean	151.35892116182572
Minimum	100.0
Maximum	200.0
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	100
5-th percentile	105
Q1	127
median	152
Q3	175
95-th percentile	194.95
Maximum	200
Range	100
Interquartile range (IQR)	48

Descriptive statistics

Standard deviation	28.71919055
Coefficient of variation (CV)	0.1897423048
Kurtosis	-1.168462088
Mean	151.3589212
Median Absolute Deviation (MAD)	24.5
Skewness	-0.09407192221
Sum	72955
Variance	824.7919057

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
114	10	2.0%
136	10	2.0%
144	10	2.0%
124	9	1.8%
110	9	1.8%
166	9	1.8%
146	9	1.8%
178	9	1.8%
160	9	1.8%
174	8	1.6%
Other values (89)	390	77.8%
(Missing)	19	3.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
100	7	1.4%
101	2	0.4%
102	2	0.4%
103	4	0.8%
104	5	1.0%

Value	Count	Frequency (%)
200	4	0.8%
199	4	0.8%
198	8	1.6%
197	6	1.2%
195	3	0.6%

H Index
Real number (ℝ_≥0)

MISSING

Distinct count	486
Unique (%)	100.0%
Missing	15
Missing (%)	3.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.501041634853053
Minimum	0.0009574363037994083
Maximum	0.9999010902726044
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.0009574363038
5-th percentile	0.062014457
Q1	0.2666187181
median	0.5082177095
Q3	0.737776037
95-th percentile	0.944058368
Maximum	0.9999010903
Range	0.998943654
Interquartile range (IQR)	0.4711573189

Descriptive statistics

Standard deviation	0.2843004523
Coefficient of variation (CV)	0.5674188182
Kurtosis	-1.138861144
Mean	0.5010416349
Median Absolute Deviation (MAD)	0.2379787621
Skewness	0.004863596619
Sum	243.5062345
Variance	0.08082674719

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.8867904331	1	0.2%
0.1746321156	1	0.2%
0.3189381151	1	0.2%
0.403033013	1	0.2%
0.2414900063	1	0.2%
0.7442951681	1	0.2%
0.08814416623	1	0.2%
0.8996637671	1	0.2%
0.630238193	1	0.2%
0.63898617	1	0.2%
Other values (476)	476	95.0%
(Missing)	15	3.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0009574363038	1	0.2%
0.002001209807	1	0.2%
0.003805058303	1	0.2%
0.004338165469	1	0.2%
0.005412633668	1	0.2%

Value	Count	Frequency (%)
0.9999010903	1	0.2%
0.997322788	1	0.2%
0.9961231447	1	0.2%
0.9952600462	1	0.2%
0.9919635495	1	0.2%

Female Population
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	482
Unique (%)	99.2%
Missing	15
Missing (%)	3.0%
Infinite	0
Infinite (%)	0.0%

Mean	22542.633744855968
Minimum	0.0
Maximum	34523.0
Zeros	1
Zeros (%)	0.2%
Memory size	3.9 KiB

Quantile statistics

Minimum	0
5-th percentile	7698.5
Q1	19449.75
median	22998.5
Q3	27701.75
95-th percentile	31957.5
Maximum	34523
Range	34523
Interquartile range (IQR)	8252

Descriptive statistics

Standard deviation	6931.232314
Coefficient of variation (CV)	0.3074721611
Kurtosis	1.044417715
Mean	22542.63374
Median Absolute Deviation (MAD)	3994.5
Skewness	-0.9312305215
Sum	10955720
Variance	48041981.4

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
19004	2	0.4%
21857	2	0.4%
19316	2	0.4%
27362	2	0.4%
27600	1	0.2%
5382	1	0.2%
19529	1	0.2%
8878	1	0.2%
19336	1	0.2%
30221	1	0.2%
Other values (472)	472	94.2%
(Missing)	15	3.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.2%
94	1	0.2%
522	1	0.2%
1292	1	0.2%
1392	1	0.2%

Value	Count	Frequency (%)
34523	1	0.2%
34360	1	0.2%
34328	1	0.2%
34237	1	0.2%
34114	1	0.2%

# of hospitals
Real number (ℝ_≥0)

MISSING

Distinct count	27
Unique (%)	5.6%
Missing	17
Missing (%)	3.4%
Infinite	0
Infinite (%)	0.0%

Mean	19.173553719008265
Minimum	3.0
Maximum	30.0
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	3
5-th percentile	7.15
Q1	14
median	20
Q3	25
95-th percentile	29
Maximum	30
Range	27
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	6.69714897
Coefficient of variation (CV)	0.3492909592
Kurtosis	-0.6789259198
Mean	19.17355372
Median Absolute Deviation (MAD)	5
Skewness	-0.3042408893
Sum	9280
Variance	44.85180432

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
21	33	6.6%
28	29	5.8%
12	26	5.2%
20	25	5.0%
23	24	4.8%
19	24	4.8%
15	23	4.6%
24	22	4.4%
11	21	4.2%
26	21	4.2%
Other values (17)	236	47.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	3	0.6%
4	9	1.8%
5	6	1.2%
6	5	1.0%
7	2	0.4%

Value	Count	Frequency (%)
30	16	3.2%
29	19	3.8%
28	29	5.8%
27	17	3.4%
26	21	4.2%

Foreign Visitors
Real number (ℝ_≥0)

MISSING

Distinct count	28
Unique (%)	5.8%
Missing	17
Missing (%)	3.4%
Infinite	0
Infinite (%)	0.0%

Mean	1676300.902892562
Minimum	798.0
Maximum	4684707.0
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	798
5-th percentile	34886
Q1	284973
median	923737
Q3	3104060
95-th percentile	4684707
Maximum	4684707
Range	4683909
Interquartile range (IQR)	2819087

Descriptive statistics

Standard deviation	1704860.432
Coefficient of variation (CV)	1.017037233
Kurtosis	-1.041338164
Mean	1676300.903
Median Absolute Deviation (MAD)	755952
Skewness	0.7625311928
Sum	811329637
Variance	2.906549094e+12

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3104060	56	11.2%
4684707	49	9.8%
4408916	49	9.8%
1475311	47	9.4%
105882	45	9.0%
636502	37	7.4%
421365	35	7.0%
923737	22	4.4%
284973	22	4.4%
977479	18	3.6%
Other values (18)	104	20.8%
(Missing)	17	3.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
798	1	0.2%
1797	1	0.2%
2769	3	0.6%
3260	2	0.4%
5705	2	0.4%

Value	Count	Frequency (%)
4684707	49	9.8%
4408916	49	9.8%
3104060	56	11.2%
1489500	14	2.8%
1475311	47	9.4%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	City	State	Type	Population [2011]	Popuation [2001]	Sex Ratio	Median Age	Avg Temp	SWM	Toilets Avl	Water Purity	H Index	Female Population	# of hospitals	Foreign Visitors
0	Tuensang	Nagaland	T.C	36774.0	NaN	931.0	23.0	10.0	MEDIUM	94.0	114.0	0.253390	34237.0	17.0	2769.0
1	Lakshmeshwar	Karnataka	T.M.C	36754.0	NaN	934.0	25.0	38.0	HIGH	62.0	160.0	0.192555	34328.0	13.0	636502.0
2	Zira	Punjab	M.Cl.	36732.0	NaN	883.0	29.0	35.0	HIGH	63.0	105.0	0.887882	32434.0	17.0	242367.0
3	Yawal	Maharashtra	M.Cl	36706.0	NaN	887.0	26.0	31.0	HIGH	60.0	174.0	0.407838	32558.0	11.0	4408916.0
4	Thana Bhawan	Uttar Pradesh	N.P.	36669.0	NaN	877.0	28.0	39.0	LOW	92.0	153.0	0.324456	32159.0	23.0	3104060.0
5	Ramdurg	Karnataka	UA	36649.0	NaN	942.0	27.0	28.0	MEDIUM	92.0	185.0	0.571883	34523.0	30.0	636502.0
6	Pulgaon	Maharashtra	M.Cl	36522.0	NaN	887.0	26.0	31.0	MEDIUM	72.0	108.0	0.271195	32395.0	11.0	4408916.0
7	Sadasivpet	Telangana	M	36334.0	NaN	921.0	27.0	40.0	LOW	70.0	116.0	0.494227	33464.0	17.0	126078.0
8	Nargund	Karnataka	T.M.C	36291.0	NaN	940.0	23.0	37.0	LOW	77.0	148.0	0.708562	34114.0	21.0	636502.0
9	Neem-Ka-Thana	Rajasthan	M	36231.0	NaN	850.0	25.0	25.0	MEDIUM	61.0	148.0	0.592325	30796.0	29.0	1475311.0

Last rows

	City	State	Type	Population [2011]	Popuation [2001]	Sex Ratio	Median Age	Avg Temp	SWM	Toilets Avl	Water Purity	H Index	Female Population	# of hospitals	Foreign Visitors
491	Bhaiseena	Rajasthan	G.P	3200.0	NaN	869.0	24.0	34.0	LOW	17.0	167.0	0.092957	2781.0	4.0	1475311.0
492	Dwarahat	Uttarakhand	N.P	2749.0	NaN	836.0	25.0	12.0	HIGH	18.0	146.0	0.186739	2298.0	8.0	105882.0
493	Badrinath	Uttarakhand	N.P	2438.0	NaN	848.0	29.0	12.0	LOW	19.0	190.0	0.432991	2067.0	4.0	105882.0
494	Dogadda	Uttarakhand	N.P.P	2422.0	NaN	840.0	26.0	11.0	HIGH	11.0	146.0	0.030421	2034.0	4.0	105882.0
495	Devprayag	Uttarakhand	N.P	2152.0	NaN	840.0	29.0	7.0	MEDIUM	14.0	124.0	0.503070	1808.0	8.0	105882.0
496	Nandaprayag	Uttarakhand	N.P	1641.0	NaN	848.0	27.0	7.0	MEDIUM	12.0	181.0	0.316926	1392.0	4.0	105882.0
497	Kirtinagar	Uttarakhand	N.P	1517.0	NaN	852.0	28.0	12.0	HIGH	16.0	198.0	0.336852	1292.0	6.0	105882.0
498	Kedarnath	Uttarakhand	N.P	612.0	NaN	853.0	24.0	9.0	LOW	19.0	189.0	0.723253	522.0	6.0	105882.0
499	Gangotri	Uttarakhand	N.P	110.0	NaN	852.0	27.0	8.0	MEDIUM	18.0	170.0	0.421061	94.0	8.0	105882.0
500	Kumarganj	Uttar Pradesh	C.T	NaN	NaN	863.0	24.0	35.0	HIGH	19.0	149.0	0.154375	0.0	6.0	3104060.0

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows